Real AI agent use cases, with sources and setup prompts

Find a critical PHP vulnerability with Gemini and AI-assisted exploit work

Wiz's researchers used Gemini 4 Argon and GPT-5.6 Sol, with their Wiz Atlas platform, to find a remote code execution bug in PHP, build the exploit, detect attacks and validate the patch. They note models let them adapt the exploit across PHP versions and memory layouts.

$2 in / $10 out per 1M tokensWeeksAdvancedSource linked

Source

danlark1 on Hacker News · 2026-10-21 · Project link

Written in our own words. Credit to the original author. Link checked 2026-10-22.

What they did

Wiz's researchers used Gemini 4 Argon and GPT-5.6 Sol, with their Wiz Atlas platform, to find a remote code execution bug in PHP, build the exploit, detect attacks and validate the patch. They note models let them adapt the exploit across PHP versions and memory layouts.

Result (as claimed)

PHP2Shell was disclosed and patched; PHP shipped emergency releases (442 HN points).

Tools they used

Gemini 4 ArgonGPT-5.6 Sol

Cost: Gemini 4 Argon: from $2 in / $10 out per 1M tokens.

Set it up

  1. Gather your sources

    Collect the papers, notes, links or files you want to work from in one place.

  2. Load them into the tool

    Open Gemini 4 Argon, GPT-5.6 Sol and add your sources. Keep the original files so you can check claims later.

  3. Ask focused questions

    Ask for summaries, comparisons or connections with citations to the source passages.

  4. Verify and save

    Spot check claims against the sources, then save the output as notes you can reuse.

Copy the full setup prompt

Paste into your agent and it will walk you through the setup, asking before anything that sends, posts or spends.

You are helping me set up this AI use case end to end in Claude Code.

Goal: Find a critical PHP vulnerability with Gemini and AI-assisted exploit work
What the original author did: Wiz's researchers used Gemini 4 Argon and GPT-5.6 Sol, with their Wiz Atlas platform, to find a remote code execution bug in PHP, build the exploit, detect attacks and validate the patch. They note models let them adapt the exploit across PHP versions and memory layouts.
Reported result (as claimed by the author): PHP2Shell was disclosed and patched; PHP shipped emergency releases (442 HN points).
Source: https://news.ycombinator.com/item?id=50180836
Tools they used: Gemini 4 Argon, GPT-5.6 Sol
Category: Research & learning

Please:
1. Ask me 3 short questions about my situation (accounts I have, budget, what I want the output to look like).
2. Propose a step-by-step plan using these tools or cheaper alternatives, with the time and cost of each step. Use official pricing pages; say "check pricing" if unsure.
3. Then do the setup with me one step at a time, waiting for my OK before anything that sends messages, posts publicly, spends money or deletes data.
4. Finish with a checklist to run it again next time.

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Guides for this use case

How to build with Gemini 4 Argon and Gemini agents · How to control coding agents from your phone · How to build agent memory and context layers · How to add memory to coding agents

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